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Skills julia-pro
📦
julia-pro
Content revision r1 Safe ⚙️ External commands
Build High-Performance Julia Projects
Julia teams often need help writing fast, type-stable, maintainable code. This skill gives Claude, Codex, and Claude Code practical Julia guidance.
Supports: Claude Codex Code(CC)
Install with my Agent
Copy this request to your Agent. It includes the canonical Skill page and manifest.
Agent request
Review the Skillstore skill "julia-pro" from https://skillstore.io/skills/sickn33-julia-pro.md and its manifest at https://skillstore.io/api/skills/sickn33-julia-pro/manifest. Verify the artifact. You may proceed after verification, subject to the environment's own policy.Your Agent should still show its plan and request any confirmation required by the security policy.
Agent-readable resources
Use these links when an AI agent, crawler, or script needs clean context instead of reading the full page.
Test it
Using "julia-pro". Review a slow Julia data transformation.
Expected outcome:
- Likely issue: unstable element types in intermediate collections.
- Recommended action: benchmark the current path before changing data structures.
- Expected result: fewer allocations and clearer type inference after refactoring.
Using "julia-pro". Plan a Julia package for a numerical solver.
Expected outcome:
- Project layout includes source, tests, documentation, benchmarks, and examples.
- Quality checks include formatting, Aqua.jl, JET.jl, and documentation tests.
- Release plan includes compatibility bounds and General registry preparation.
Security Audit
Safev4 • 7/7/2026 Open versioned report
The static findings are false positives from prose in SKILL.md. The skill provides Julia development guidance and does not instruct command execution, network probing, system reconnaissance, data exfiltration, or prompt override. No semantic security issues were found in the reviewed file.
1
Files scanned
210
Lines analyzed
0
Review items
0
False positives ignored
Risk Factors
⚙️ External commands (1)
No confirmed security findings were detected by the latest completed static and semantic audit. This does not prove the skill has no side effects.
Audited by: codex View Audit History →
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<iframe src="https://skillstore.io/embed/skills/sickn33-julia-pro.html" title="Skillstore Security Assessment" sandbox="allow-popups allow-popups-to-escape-sandbox" loading="lazy" referrerpolicy="no-referrer" width="420" height="180"></iframe>Academic citations (APA · BibTeX · CFF)
APA citation
sickn33. (2026). julia-pro security audit report (audit version 4) [Author version unspecified]. Skillstore. https://skillstore.io/skills/sickn33-julia-pro/audits/4BibTeX citation
@techreport{sickn33-sickn33-julia-pro-2026,
author = {sickn33},
title = {julia-pro security audit report (audit version 4)},
institution = {Skillstore},
year = {2026},
number = {4},
url = {https://skillstore.io/skills/sickn33-julia-pro/audits/4},
note = {Author version unspecified}
}CITATION.cff
cff-version: 1.2.0
message: "If you use this Skill, cite its author and this versioned security audit report."
title: "julia-pro security audit report (audit version 4)"
version: "unspecified"
type: report
authors:
- name: "sickn33"
date-released: "2026-07-07"
url: "https://skillstore.io/skills/sickn33-julia-pro/audits/4"
identifiers:
- type: other
value: "skillstore:sickn33-julia-pro:audit:4"
description: "Skillstore immutable audit report identifier"
Skillstore Score
Why this score Evidence Confidence: High 55
Architecture
85
Maintainability
87
Content
69
Community
83
Spec Compliance
What You Can Build
Optimize Numerical Code
Review a slow Julia function for type instability, allocations, and benchmark design.
Create Package Structure
Plan a Julia package with tests, documentation, formatting, and registration readiness.
Design Dispatch APIs
Shape type hierarchies and method boundaries for clear, composable Julia libraries.
Try These Prompts
Review Julia Basics
Review this Julia code for readability, idiomatic style, and basic type stability. Explain each recommendation in plain language.
Plan a Package
Design a Julia package structure for this project. Include tests, documentation, formatting, dependencies, and release preparation.
Improve Performance
Analyze this Julia workload for allocations, type instability, and dispatch issues. Propose benchmark steps and targeted changes.
Architect Dispatch System
Design a multiple dispatch architecture for this domain. Include type hierarchy, method boundaries, extension points, and type piracy risks.
Best Practices
- Provide representative inputs, performance goals, and current benchmark results.
- Ask for type stability, allocation, and dispatch analysis before broad rewrites.
- Keep package changes aligned with Pkg.jl workflows and JuliaFormatter BlueStyle.
Avoid
- Do not ask for performance conclusions without benchmark context.
- Do not edit Project.toml manually when Pkg.jl can manage dependencies.
- Do not add methods to external types without checking type piracy risk.
Frequently Asked Questions
What Julia versions does this skill target?
It targets Julia 1.10+ and modern ecosystem practices.
Can it help optimize existing Julia code?
Yes. It can review type stability, allocations, dispatch design, and benchmark strategy.
Does it create complete Julia packages?
It can plan package structure, tests, documentation, formatting, and release steps.
Does it run benchmarks automatically?
No. It suggests benchmark workflows, but execution depends on the user's environment.
Can it help with scientific computing libraries?
Yes. It covers common Julia libraries for linear algebra, optimization, statistics, data, and visualization.
Is it useful with Claude, Codex, and Claude Code?
Yes. It is declared compatible with Claude, Codex, and Claude Code.
Developer Details
Author
sickn33License
MIT
Skillstore revision
r1
Version notice
The author did not declare a version.
Ref
816c62b2546ddb1c6a0453e7c781b5e095117819
Maintenance freshness
7/18/2026
Usage
6 downloads · 121 views
File structure
📄 SKILL.md
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